Build a Language Model on Your WhatsApp Chats
Chatbots have undeniably transformed our interaction with digital platforms. Despite the impressive advancements in the capabilities of underlying language models to handle complex tasks, the user experience often falls short, feeling impersonal and detached.
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To make conversations more relatable, I envisioned a chatbot that could emulate my casual writing style, akin to texting a friend over WhatsApp.
In this article, I'll walk you through my journey of building a (small) language model that generates synthetic conversations, using my WhatsApp chat messages as input data. Along the way, I try to unravel the inner workings of the GPT architecture in a visual and hopefully digestible way, complemented by the actual Python implementation. You can find the full project on my GitHub.
Note: The model class itself is in large chunks taken from the video series of Andrej Karpathy and adapted for my needs. I can highly recommend his tutorials.
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